Temporal reasoning There are many ways for reasoning on temporal data. Some temporal KGs have events with single time points. And some recent methods such as TLogic [1]} were proposed for solving ILP on these graphs. However, time point algebra is limited as it cannot represent temporal relations of events with duration. A more expressive representation is proposed in time interval algebra with Allen's interval algebra [2]} being the representative schema. In this work, we show how to incorporate the algebra for learning temporal relations.
